Citation: Imran Ullah, Bakth Jamal, Fawad Ali, Hanif Ur Rehman, Zia Ullah, Said Ali. Comparison of the CNN and RNN Approaches with Respect to Brain Tumor using MRI Image Datasets. Sch J App Med Sci, 2022 Mar 10(3): 398-404. 398 Scholars Journal of Applied Medical Sciences Abbreviated Key Title: Sch J App Med Sci ISSN 2347-954X (Print) | ISSN 2320-6691 (Online) Journal homepage: https://saspublishers.com Comparison of the CNN and RNN Approaches with Respect to Brain Tumor using MRI Image Datasets Imran Ullah 1 , Bakth Jamal 2 , Fawad Ali 3 , Hanif Ur Rehman 4* , Zia Ullah 5 , Said Ali 6 1 Consultant Neurosurgeon Saidu Teaching Hospital Swat, Pakistan 2 Consultant Neurosurgeon Kohat Road Hospital Peshawar, Pakistan 3 Consultant Neurophyscian Saidu Teaching Hospital Swat, Pakistan 4 Consultant Neurosurgeon Prime Hospital Peshawar, Pakistan 5 Consultant Neurophyscian Dhq Hospital Timergira, Pakistan 6 Asstantt Prof Neurology Lrh Peshawar, Pakistan DOI: 10.36347/sjams.2022.v10i03.022 | Received: 25.02.2022 | Accepted: 22.03.2022 | Published: 31.03.2022 *Corresponding author: Hanifur Rehman Consultant Neurosurgeon Prime Hospital Peshawar, Pakistan Abstract Original Research Article Introduction: Heart disease and cancer are the top two killers in the world, but strokes are the third most common cause of death worldwide. Furthermore, one-third of stroke victims are left with long-term disabilities. An Ischemic- strokes account for 80% of all strokes, while hemorrhagic strokes account for 20% of all strokes. Aim of this study: The main aim of this study is comparing the haemorrhagic and ischemic stroke patients – analysis of mortality, clinical development and relationship between stroke variables. Research Methodology: The design of this research is descriptive and exploratory. The current study included 100 patients with an acknowledged stroke incidence (57 men and 43 women). The difference of statistics between infarct and haemorrhage on the demographic & clinical variables was discovered through the use of univariate and Multivariate analysis. Data analysis: The data have been analyzed on a total of 100 patients based on the two types of strokes using various statistical tools on clinical and demographic variables. Conclusion: It is concluded that in comparison to ischemic stroke, hemorrhagic stroke affected a younger age group. Stroke patients with a history of hypertension had a statistically insignificant link between their hypertensive history and the occurrence of the disease, according to the univariate analysis. Keywords: Ischemic, Hemorrhagic, stroke, patients, mortality, clinical, risk etc. Copyright © 2022 The Author(s): This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY-NC 4.0) which permits unrestricted use, distribution, and reproduction in any medium for non-commercial use provided the original author and source are credited. 1. INTRODUCTION 1.1 Stroke Stroke is one of the top causes of mortality and disability around the world. Due to the accessibility of intense therapies, ischemic stroke is currently viewed as a period subordinate and records for 87% of all strokes. Intracerebral bleed, which represents 10% of all strokes, and aneurysmal subarachnoid bleed, which represents 3% of all strokes, are instances of hemorrhagic strokes. 27 million individuals kicked the bucket of ischemic stroke in 2017, 3 million from intracerebral bleed and 0.4 million from an aneurysmal subarachnoid heamorrhage in 2017. By in large, ischemic stroke has a preferable result over hemorrhagic stroke, which is bound to result in mortality in the acute and subacute stages. Because "stroke" comes from the Greek word "apoplexia," which means "deadly blow," drawing direct comparisons between our modern understanding of stroke and what has traditionally been referred to as apoplexy would be incorrect." [1]. A stroke is a medical disease in which blood flow to the brain is disrupted. The brain begins to die within minutes without the oxygen and nutrients carried by blood resulting in various combination of weakness in the limbs, facial muscels, swaolluwing,speech, memory vison and hearing.stroke can also cause various Gait problems, movement disorders and dementias. A stroke is a health related crisis that requires prompt consideration.Early mediation and intervention can restore blood flow to the brain parenchyma and hence major disabilities can be prevented. 1.2 Ischemic Stroke Ischemic strokes represent most strokes (87%). Blood is carried to the brain by anterior and posterior circulation and when at any point this blood flow is Neurosurgeon